{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23429193",
   "metadata": {},
   "source": [
    "# 4. Using subdomain scheduling - (1+1)D Burgers' equation\n",
    "\n",
    "This notebook shows you how to use subdomains scheduling to train a FBPINN.\n",
    "\n",
    "# What is subdomain scheduling?\n",
    "\n",
    "An advantage of using domain decomposition for FBPINNs is that we can control which **parts** of the domain are solved at each training step.\n",
    "\n",
    "This is useful if we want to control how boundary conditions are **communicated** across the domain.\n",
    "\n",
    "For example, we can define a **time-stepping scheduler** to solve time-dependent PDEs, and learn the solution forwards in time from a set of initial conditions (see gif below).\n",
    "\n",
    "This is done by specifying a **subdomain scheduler** (from `fbpinns.schedulers`), which defines which subdomains are actively training and which subdomains have fixed parameters at each training step.\n",
    "\n",
    "# Problem overview\n",
    "\n",
    "In this example we will use a time-stepping subdomain scheduler to train a FBPINN to solve the (1+1)D time-dependent Burgers' equation:\n",
    "\n",
    "<img src=\"../images/scheduling.gif\" width=\"70%\">\n",
    "\n",
    "The exact partial differential equation (PDE) and boundary conditions we will solve for are:\n",
    "\n",
    "$$\n",
    "\\dfrac{\\partial u}{\\partial t} + u \\dfrac{\\partial u}{\\partial x} = \\nu \\dfrac{\\partial^2 u}{\\partial x^2}\n",
    "$$\n",
    "\n",
    "Where $u(x,t)$ is the speed of the fluid and $\\nu$ defines the scalar viscosity of the flow.\n",
    "\n",
    "This exact problem is already defined in the `fbpinns.problems.BurgersEquation2D` problem class.\n",
    "\n",
    "# Workflow overview\n",
    "\n",
    "We will use the following steps to define a scheduler and train the FBPINN:\n",
    "1. Define a `fbpinns.schedulers.ActiveScheduler` class\n",
    "2. Train the FBPINN using this `ActiveScheduler` class\n",
    "\n",
    "## Step 1: Define a `fbpinns.schedulers.ActiveScheduler` class\n",
    "\n",
    "### Inheriting the `ActiveScheduler` class\n",
    "\n",
    "All scheduler classes should inherit from the base `fbpinns.schedulers.ActiveScheduler` class:\n",
    "\n",
    "```python\n",
    "class ActiveScheduler:\n",
    "    \"\"\"Base scheduler class to be inherited by different schedulers\"\"\"\n",
    "\n",
    "    def __init__(self, all_params, n_steps):\n",
    "        self.n_steps = n_steps\n",
    "        self.m = all_params[\"static\"][\"decomposition\"][\"m\"]\n",
    "        self.xd = all_params[\"static\"][\"decomposition\"][\"xd\"]\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.n_steps\n",
    "\n",
    "    def __iter__(self):\n",
    "        \"\"\"\n",
    "        Returns None if active array not to be changed, otherwise active array.\n",
    "        active is an array of length m, where each value corresponds\n",
    "        to the state of each model (i.e. subdomain), which can be one of:\n",
    "\n",
    "        0 = inactive (but still trained if it overlaps with active models)\n",
    "        1 = active\n",
    "        2 = fixed\n",
    "        \"\"\"\n",
    "\n",
    "        raise NotImplementedError\n",
    "```\n",
    "\n",
    "`ActiveScheduler`s are simply **Python iterables** which output an `active` array, which is a flat vector which indicates which subdomains are active or fixed at each training step.\n",
    "\n",
    "During training, the scheduler is iterated over and if the `active` array changes, the input training points to the FBPINN and the trained subdomains are changed appropriately.\n",
    "\n",
    "The length of the active array should equal the number of subdomains in the FBPINN, which is stored in the `all_params[\"static\"][\"decomposition\"][\"m\"]` parameter.\n",
    "\n",
    "### Using a pre-defined `ActiveScheduler`\n",
    "\n",
    "There are some pre-defined `ActiveScheduler`s in `fbpinns.schedulers`. In particular for the problem above we can use `fbinns.schedulers.LineSchedulerRectangularND` to time-step, which is appropriate for the `RectangularDecompositionND` class.\n",
    "\n",
    "In this case all we need to do is define the initialisation values of the class:\n",
    "\n",
    "```python\n",
    "scheduler_kwargs = dict(\n",
    "    point=[0.], iaxis=0,\n",
    ")\n",
    "```\n",
    "\n",
    "which indicates the starting time of the scheduler ($t=0$) and the axis along which the line of active models is defined (the $x$-axis). "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f52f4d90",
   "metadata": {},
   "source": [
    "## Step 2: Train the FBPINN using this `ActiveScheduler` class\n",
    "\n",
    "Finally, we can train a `FBPINN` using this `ActiveScheduler` class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6c795a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from fbpinns.domains import RectangularDomainND\n",
    "from fbpinns.problems import BurgersEquation2D\n",
    "from fbpinns.decompositions import RectangularDecompositionND\n",
    "from fbpinns.networks import FCN\n",
    "from fbpinns.schedulers import LineSchedulerRectangularND\n",
    "from fbpinns.constants import Constants, get_subdomain_ws\n",
    "from fbpinns.trainers import FBPINNTrainer\n",
    "\n",
    "subdomain_xs=[np.linspace(-1,1,20), np.linspace(0,1,10)]\n",
    "c = Constants(\n",
    "    domain=RectangularDomainND,\n",
    "    domain_init_kwargs = dict(\n",
    "        xmin=np.array([-1,0.]),\n",
    "        xmax=np.array([1.,1.])\n",
    "        ),\n",
    "    problem=BurgersEquation2D,\n",
    "    problem_init_kwargs = dict(),\n",
    "    decomposition=RectangularDecompositionND,\n",
    "    decomposition_init_kwargs=dict(\n",
    "        subdomain_xs=subdomain_xs,\n",
    "        subdomain_ws=get_subdomain_ws(subdomain_xs, 2.9),\n",
    "        unnorm=(0.,3.),\n",
    "    ),\n",
    "    network=FCN,\n",
    "    network_init_kwargs = dict(\n",
    "        layer_sizes = (2, 16, 1),\n",
    "    ),\n",
    "    scheduler = LineSchedulerRectangularND,\n",
    "    scheduler_kwargs = dict(\n",
    "        point=[0.], iaxis=0,\n",
    "    ),\n",
    "    ns=((200,100),),\n",
    "    n_test=(200,100),\n",
    "    n_steps=100000,\n",
    "    clear_output=True,\n",
    ")\n",
    "\n",
    "run = FBPINNTrainer(c)\n",
    "all_params = run.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a45b0a1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
